Skip to main content

ReproducibilityManager

Struct ReproducibilityManager 

Source
pub struct ReproducibilityManager {
    pub environments: HashMap<String, EnvironmentSnapshot>,
    pub reports: Vec<ReproducibilityReport>,
    pub verifications: Vec<VerificationResult>,
    pub config: ReproducibilityConfig,
}
Expand description

Reproducibility manager for tracking experiment reproducibility

Fields§

§environments: HashMap<String, EnvironmentSnapshot>

Environment snapshots

§reports: Vec<ReproducibilityReport>

Reproducibility reports

§verifications: Vec<VerificationResult>

Verification results

§config: ReproducibilityConfig

Configuration

Implementations§

Source§

impl ReproducibilityManager

Source

pub fn new(config: ReproducibilityConfig) -> Self

Create a new reproducibility manager

Source

pub fn capture_environment(&mut self, random_seeds: &[u64]) -> Result<String>

Capture current environment snapshot.

random_seeds should be the actual seed(s) the experiment being snapshotted used; pass an empty slice if none were recorded. This used to be hardcoded to vec![42] regardless of what the experiment actually did, which made the “random seed documented” checklist item trivially true for every snapshot rather than reflecting reality.

Source

pub fn generate_report( &mut self, experiment_id: &str, environment_id: &str, ) -> Result<String>

Generate reproducibility report for experiment

Source

pub fn verify_reproducibility( &mut self, original_experiment_id: &str, reproduction_experiment_id: &str, original_metrics: &HashMap<String, f64>, reproduction_metrics: &HashMap<String, f64>, original_environment_id: Option<&str>, reproduction_environment_id: Option<&str>, ) -> Result<String>

Verify reproducibility between two experiment runs by comparing their actual final metrics.

Every key present in either original_metrics or reproduction_metrics is compared (relative to config.numerical_tolerance); a key named with a performance-ish marker (time/memory/latency/throughput/duration/speed) is scored as performance_similarity, everything else as result_similarity, so wall-clock jitter between runs cannot mask (or be masked by) an actual difference in the computed result, or vice versa.

When original_environment_id/reproduction_environment_id are both supplied and resolve to a captured EnvironmentSnapshot, environment_similarity is computed for real from OS/architecture and pinned-dependency-set overlap; otherwise it is None rather than a fabricated number. configuration_similarity is always None: this function has no experiment-configuration data to compare against.

Trait Implementations§

Source§

impl Clone for ReproducibilityManager

Source§

fn clone(&self) -> ReproducibilityManager

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
Source§

impl Debug for ReproducibilityManager

Source§

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
Source§

impl<'de> Deserialize<'de> for ReproducibilityManager

Source§

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
Source§

impl Serialize for ReproducibilityManager

Source§

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

impl<T> Any for T
where T: 'static + ?Sized,

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
Source§

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

Source§

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

Source§

impl<T> CloneToUninit for T
where T: Clone,

Source§

unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
Source§

impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,

Source§

impl<T> DynClone for T
where T: Clone,

Source§

fn __clone_box(&self, _: Private) -> *mut ()

Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

impl<T, U> Into<U> for T
where U: From<T>,

Source§

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source§

impl<T> IntoEither for T

Source§

fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
Source§

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

Source§

impl<T> Same for T

Source§

type Output = T

Should always be Self
Source§

impl<T> Serialize for T
where T: Serialize + ?Sized,

Source§

fn erased_serialize(&self, serializer: &mut dyn Serializer) -> Result<(), Error>

Source§

fn do_erased_serialize( &self, serializer: &mut dyn Serializer, ) -> Result<(), ErrorImpl>

Source§

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

Source§

fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
Source§

fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
Source§

fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
Source§

fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
Source§

impl<T> ToOwned for T
where T: Clone,

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
Source§

impl<T, U> TryFrom<U> for T
where U: Into<T>,

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V